Fig. 1.

Note division example. The same content in a clinical note can appear under different sections. As an example, in the left note, “past medical history” contents are written in the “history” portion of the note on the right. To separate the full note target into smaller text and minimize data sparsity problems if modeling by individual sections, notes are partitioned into separate subjective, objective_exam, objective_results, and assessment_and_plan continuous divisions. This also allows evaluation and generation at a higher granularity compared to a full note level.